Land surface temperature estimation from AVHRR thermal infrared measurements: An assessment for the AVHRR Land Pathfinder II data set

Abstract Improved processing algorithms are being developed, under the AVHRR Land Pathfinder II (ALP-II) Project, to process the entire Advanced Very High Resolution Radiometer (AVHRR) archive, including methods to produce surface temperature ( T s ) measurements from the thermal infrared portion of the observation record. This new data set should assist in the monitoring of global terrestrial environmental conditions on seasonal to interannual time scales. The impact of both the calibration and filter function variations between National Oceanic and Atmospheric Administration (NOAA)-AVHRR sensors is addressed in this proposed ALP-II approach. Accounting for these sensor factors reduces the error of intersatellite comparison of surface temperatures by as much as 2.3 K. The environmental factors were also addressed, including the surface emissivity, large range of atmospheric water vapor (WV) across the globe, and the potential for large surface-to-air temperature differences for land. To account for both the sensor and environmental factors in the ALP-II data set, we derive, from the MODTRAN-3 model, two sets of new coefficients, for low and high WV in the atmosphere. Two types of split-window equations were analyzed, the linear and quadratic forms of the land split-window equations. Our MODTRAN-based analysis suggests that the quadratic form is more accurate than the linear form, especially for high WV contents. These coefficients can be used in our LST algorithm in combination with a global emissivity map and WV data from Global Circulation Model (GCM).

[1]  C. Rao,et al.  Degradation of the visible and near-infrared channels of the advanced very high resolution radiometer on the NOAA-9 spacecraft : assessment and recommendations for corrections , 1993 .

[2]  Richard B. Rood,et al.  An assimilated dataset for Earth science applications , 1993 .

[3]  Fran Li,et al.  Surface temperature and emissivity at various scales: Definition, measurement and related problems , 1995 .

[4]  José A. Sobrino,et al.  Multi-channel and multi-angle algorithms for estimating sea and land surface temperature with ATSR data , 1996 .

[5]  B. Holben Characteristics of maximum-value composite images from temporal AVHRR data , 1986 .

[6]  T. P. Barnett,et al.  Advances in satellite sea surface temperature measurement and oceanographic applications , 1985 .

[7]  C. Anne,et al.  Surface Emissivity Maps for Satellite Retrieval of the Longwave Radiation Budget , 1999 .

[8]  Z. Li,et al.  Towards a local split window method over land surfaces , 1990 .

[9]  Steven W. Running,et al.  Computer Simulation of Regional Evapotranspiration by Integrating Landscape Biophysical Attributes with Satellite Data , 1991 .

[10]  B. L. Blad,et al.  Estimation of sensible heat flux from remotely sensed canopy temperatures , 1992 .

[11]  José A. Sobrino,et al.  Monitoring the Iberian Peninsula land cover using NOAA-AVHRR data , 1997 .

[12]  William G. Pichel,et al.  Comparative performance of AVHRR‐based multichannel sea surface temperatures , 1985 .

[13]  H. Mannstein,et al.  Surface Energy Budget, Surface Temperature and Thermal Inertia , 1987 .

[14]  D. Roy,et al.  Investigation of the maximum Normalized Difference Vegetation Index (NDVI) and the maximum surface temperature (Ts) AVHRR compositing procedures for the extraction of NDVI and Ts over forest , 1997 .

[15]  A. Smirnov,et al.  AERONET-a federated instrument network and data archive for aerosol Characterization , 1998 .

[16]  Alfred J Prata,et al.  Land surface temperatures derived from the advanced very high resolution radiometer and the along‐track scanning radiometer: 2. Experimental results and validation of AVHRR algorithms , 1994 .

[17]  S. Kalluri,et al.  The Pathfinder AVHRR land data set: An improved coarse resolution data set for terrestrial monitoring , 1994 .

[18]  R. Dubayah,et al.  Comparison of atmospheric correction models for thermal bands of the advanced very high resolution radiometer over FIFE , 1995 .

[19]  Yann Kerr,et al.  Geographical, biological and remote sensing aspects of the hydrologic atmospheric pilot experiment in the sahel (HAPEX-Sahel) , 1995 .

[20]  George R. Diak,et al.  Improvements to models and methods for evaluating the land-surface energy balance and ‘effective’ roughness using radiosonde reports and satellite-measured ‘skin’ temperature data , 1993 .

[21]  E. Engman,et al.  Remote Sensing in Hydrological Modeling , 2000 .

[22]  G Horneck,et al.  Mutagenic effects of heavy ions in bacteria. , 1994, Advances in space research : the official journal of the Committee on Space Research.

[23]  G. Asrar,et al.  Evaluating atmospheric correction models for retrieving surface temperatures from the AVHRR over a tallgrass prairie , 1989 .

[24]  S. Goward,et al.  Impact of AVHRR filter functions on surface temperature estimation from the split window approach , 1998 .

[25]  Thomas J. Schmugge,et al.  Remote Sensing Observations for the Monitoring of Land-Surface Fluxes and Water Budgets , 1991 .

[26]  John W. Salisbury,et al.  Emissivity of terrestrial materials in the 8-14 microns atmospheric window , 1992 .

[27]  José A. Sobrino,et al.  Atmospheric correction for land surface temperature using NOAA-11 AVHRR channels 4 and 5 , 1991 .

[28]  J. Salisbury,et al.  Emissivity of terrestrial materials in the 3–5 μm atmospheric window☆ , 1992 .

[29]  Yann Kerr,et al.  Accurate land surface temperature retrieval from AVHRR data with use of an improved split window algorithm , 1992 .

[30]  N. J. Rosenberg,et al.  Thermal scanner measurement of canopy temperatures to estimate evapotranspiration , 1976 .

[31]  David P. Roy,et al.  MODIS land data storage, gridding, and compositing methodology: Level 2 grid , 1998, IEEE Trans. Geosci. Remote. Sens..

[32]  Z. Li,et al.  Temperature-independent spectral indices in thermal infrared bands , 1990 .

[33]  C. O. Justice,et al.  Improvements in the global biospheric record from the Advanced Very High Resolution Radiometer (AVHRR) , 2000 .

[34]  P. Sellers,et al.  The First ISLSCP Field Experiment (FIFE) , 1988 .

[35]  Lu Zhang,et al.  A one-layer resistance model for estimating regional evapotranspiration using remote sensing data , 1995 .

[36]  José A. Sobrino,et al.  Toward remote sensing methods for land cover dynamic monitoring: Application to Morocco , 2000 .

[37]  William G. Pichel,et al.  Multi-channel improvements to satellite-derived global sea surface temperatures , 1983 .

[38]  D. F. Young,et al.  Surface Emissivity Derived From Multispectral Satellite Data , 1998 .

[39]  Manfred Owe,et al.  On the relationship between thermal emissivity and the normalized difference vegetation index for natural surfaces , 1993 .

[40]  Michael P. Weinreb,et al.  Nonlinearity corrections in calibration of advanced very high resolution radiometer infrared channels , 1990 .

[41]  F. Becker,et al.  The impact of spectral emissivity on the measurement of land surface temperature from a satellite , 1987 .

[42]  Carlo Ulivieri,et al.  A split window algorithm for estimating land surface temperature from satellites , 1994 .

[43]  W. Dulaney,et al.  Normalized difference vegetation index measurements from the Advanced Very High Resolution Radiometer , 1991 .

[44]  Samuel N. Goward,et al.  Evapotranspiration from combined reflected solar and emitted terrestrial radiation: Preliminary FIFE results from AVHRR data , 1989 .

[45]  J. Muller,et al.  Terrestrial remote sensing science and algorithms planned for EOS/MODIS , 1994 .

[46]  C. Justice,et al.  The 1 km resolution global data set: needs of the International Geosphere Biosphere Programme† , 1994 .

[47]  B. Bouman,et al.  Crop classification possibilities with radar in ERS-1 and JERS-1 configuration , 1992 .

[48]  R. H. Evans,et al.  Nonlinearity corrections for the thermal infrared channels of the advanced very high resolution radiometer: assessment and recommendations , 1993 .

[49]  Alfred J Prata,et al.  Land surface temperature determination from satellites , 1994 .

[50]  J. C. Price,et al.  Land surface temperature measurements from the split window channels of the NOAA 7 Advanced Very High Resolution Radiometer , 1984 .

[51]  C. Prabhakara,et al.  Estimation of sea surface temperature from remote sensing in the 11‐ to 13‐μm window region , 1974 .

[52]  Zhao-Liang Li,et al.  Improvements in the split-window technique for land surface temperature determination , 1994, IEEE Trans. Geosci. Remote. Sens..

[53]  Albert Olioso,et al.  Simulating the relationship between thermal emissivity and the Normalized Difference Vegetation Index , 1995 .

[54]  C. Anne,et al.  Surface Emissivity Maps for Use in Satellite Retrievals of Longwave Radiation , 1999 .